27cc3576a6f149e95cf68afc3e25cd6c.zip Link

The primary consensus among reviewers is that ZIP significantly reduces the "query cost"—the number of times you have to ask the model for a result—while maintaining or improving accuracy.

Reviewers highlighted that the paper's design choices, specifically "feature sharing," were well-motivated and helped the model stay expressive despite the simplifications. Critical Perspectives 27cc3576a6f149e95cf68afc3e25cd6c.zip

Reviewers pointed out that the soft prompt reparameterization design choices were thoroughly tested, including detailed ablation studies. The primary consensus among reviewers is that ZIP

Reviewers from the research community have shared their direct impressions of the work: specifically "feature sharing